results

Seal a run, record what it produced, and verify the chain.

Install

pip install results-cli

Quick start

results init
results seal prereg.md analysis.py data.csv --role input
results access "read zenodo metadata" --level "metadata only"

# run the computation, then record its outputs
results run output.json --run-id exp_001 --note "ICC analysis"
results claim "ICC = 0.42" --run-id exp_001 --confirmatory --location "Table 2"
results verify --files

chain intact: 5 events

  access       1
  claim        1
  init         1
  run          1
  seal         1

file hashes:
  ok         prereg.md
  ok         analysis.py
  ok         data.csv
  ok         output.json

all checks passed.

Commands

Command	What it does
`results init`	Start tracking results here
`results seal <file>...`	Hash inputs before a run
`results access <note>`	Record a data-access event
`results run <file>...`	Record outputs after a run
`results claim <text>`	Bind a manuscript claim to a run
`results verify`	Check the ledger chain and every hash it names

The chain

A number in a manuscript names a claim. The claim names a run. The run names its outputs. The outputs were hashed when they were recorded. The inputs were hashed before the run started.

manuscript  →  claim  →  run  →  output file  →  sha256
                                  input files  →  sha256

results verify --files walks the whole thing and tells you what moved.

Data-access levels

The access timeline is what makes the confirmatory/exploratory distinction verifiable.

Level	Meaning
`nothing seen`	No target data touched
`metadata only`	Structure, region names, sample sizes — not outcomes
`structure seen`	Data shape and distributions, not the target variable
`outcomes seen`	The dependent variable was observed

An analysis registered after outcomes seen is retrospective.

Verify output

Result	Meaning
`chain intact`	Every event's prev_hash matches the line before it
`CHAIN BROKEN`	The ledger was edited after it was written
`ok`	File matches its recorded hash
`CHANGED`	File was modified since it was recorded
`MISSING`	File no longer exists

The ledger

Append-only JSONL in .results/ledger.jsonl. Each line is hash-chained to the previous — editing or inserting a line breaks the chain. git diff shows what changed; results verify checks whether it should have.

Claude Code

plugin/ is a Claude Code plugin that tells Claude when to reach for the CLI.

/plugin marketplace add elliottower/results
/plugin install results@results

MIT licensed.

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